Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Elite AI hackers aren’t born. They’re trained.
Promptfoo is a capable open-source tool for red-teaming models but it stops at the model layer, needs a person to run it, and leaves the running application untouched. Novee tests what attackers actually exploit, and proves every finding.
Model-layer testing is useful, but it leaves most of your attack surface untested, including the flaws attackers actually exploit.
Scoped to the model layer.
A human has to drive it.
No proprietary offensive AI.
Blind to business logic and chained attacks.
Stops at model output flags.
Securing applications with AI features is one important part of an entire penetration testing suite. Novee tests the entire AI application, model included, and then proves validity of what it finds. On top of that, it extends coverage into the other attack surfaces that matter for your business.
Coverage across the full attack surface.
Finds the flaws that matter.
A proprietary offensive AI stack.
Fully autonomous and continuous.
Validation built for zero false positives.
A closed loop to a verified fix.
| Capability | Novee AI Pentesting | Promptfoo |
|---|---|---|
| Coverage | Web apps, APIs, mobile apps, and AI agents/LLMs across your external footprint, tested black box from a domain name. |
AI/LLM model layer only. |
| Application context and depth | Builds an Asset Intelligence Model before testing, mapping roles, workflows, APIs, and business logic, so it finds the IDOR, auth bypass, and chained exploits that live in how the app actually works. Context compounds every cycle. |
Tests model behavior in isolation. No application context, and none that compounds across runs. |
| Offensive model and harness | Proprietary harness and proprietary offensive reasoning model, post-trained on real attacker tradecraft and orchestrated with leading frontier models selected per task. |
Open-source framework. No proprietary offensive model, harness, or training of its own. |
| Autonomous, continuous testing | Fully autonomous. Runs on demand or automatically when code ships via CI/CD. No scheduling, tokens, or human intervention. Coverage deepens each cycle. |
Requires human configuration. Runs only when a person triggers it. |
| Validation architecture | Three independent agents (a finder, a validator, and a blind re-validator with no context from the first two) plus deterministic checks where possible. If any stage fails, the finding is never reported. |
Model-output flags only. No independent validation process or deterministic confirmation described. |
| Closed-loop remediation & retesting | Remediation tailored to your WAF, backend, and codebase rather than generic OWASP pointers. Automatic retesting confirms the fix held and flags new risk the change introduced. |
No stack-specific remediation or retesting. |
| Workflow & integrations | Native CI/CD plus developer-workflow integrations (GitHub, Jira). Connected to CI/CD, fixes drop to the code level, aligned to your codebase. |
CI/CD for model testing only. No broader developer-workflow integrations. |
| Pricing | Predictable per-asset pricing. Depth and frequency don’t increase cost. |
Open-source and free; paid probes per month. |
“As the leading agentic orchestration platform for the enterprise, data isolation between our customers is non-negotiable. We need to prove that continuously, not once a year. Novee adapted to our multi-tenant SaaS product within days.”
“Our pen tests took weeks and consistently missed critical issues. Novee found them immediately and gave us instant remediation guidance. It showed us what we'd been missing.”
"Traditional DAST produced either zero or irrelevant results. We needed something that could identify complex vulnerabilities like server-side request forgery. Novee consistently surfaces findings we simply weren't seeing before."
“Novee rethinks penetration testing for how attacks actually happen today. Continuous, attacker-level validation that proves what’s exploitable and shows teams exactly how to fix it is a meaningful shift for modern security programs.”
"The hardest vulnerabilities for us to catch aren’t misconfigurations or known patterns. They’re business logic issues that only show up when someone understands how the application is supposed to work. That’s exactly the gap Novee closes."
"We had EASM tools and manual pentests that produced mostly noise. Novee came in black-box with zero credentials and within days found dozens of real vulnerabilities we could actually fix."
“As an AI researcher, what stood out about Novee is that they built a proprietary offensive AI model designed to think like an attacker, rather than wrapping generic LLMs. That matters for enterprise-grade results.”
“This was by far the deepest and fastest security assessment we’ve had. Novee uncovered issues across our web and mobile applications that had gone undetected before, and the level of depth was unlike anything we’d seen from other vendors.”
“We had urgent compliance need and we couldn’t wait weeks for DAST findings, an external exposure audit, and an in-depth pentest report. Instead Novee came in and delivered immediate value with their AI pentesting platform; with their findings, we closed our gaps and quickly met the criteria we needed for certification.”
"Before Novee, we were getting a snapshot once a year. Now we have continuous coverage across our application portfolio, we're already finding things that prior manual pentests missed completely, and I have real confidence that our security posture reflects what's actually in our environment."
